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Head-to-head · Data Testing Tools

Ataccama ONE vs Collibra

  • Updated Nov 2026
  • Both researched from official sources
  • 5 checks side by side
Higher score Ataccama ONE #3 in Data Testing Tools 8.5/10 Pricing on request ✓ 4 of 4 features Visit Ataccama
Collibra #5 in Data Testing Tools 8.1/10 Pricing on request ✓ 3 of 4 features Visit Collibra

Ataccama ONE leads on 1 check, Collibra on 0, and 4 are even. Who comes out ahead on the 5 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreAtaccama ONE · 8.5/10
  • Most featuresAtaccama ONE · 4 of 4

Ataccama ONE scores higher on our rubric for data testing tools: 8.5 against 8.1 out of 10; our editors rank them #3 and #5.

Ataccama ONE offers automated anomaly detection; Collibra doesn't.

Ataccama ONE is the better fit for enterprises that want quality checks tied directly into governance and MDM. Collibra is the better fit for organizations that want data quality checks tied directly to catalog, lineage, and ownership records.

  • Ataccama ONE fits best

    Enterprises that want quality checks tied directly into governance and MDM

  • Collibra fits best

    Organizations that want data quality checks tied directly to catalog, lineage, and ownership records

Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.

Side by side

Feature Ataccama ONE 8.5/10 Visit ↗ Collibra 8.1/10 Visit ↗
At a glance
Editor score 8.5 8.1
Ranking #3 in Data Testing Tools #5 in Data Testing Tools
Best for Enterprises that want quality checks tied directly into governance and MDM Organizations that want data quality checks tied directly to catalog, lineage, and ownership records
Pricing model Paid Paid
Starting price Pricing on request Pricing on request
Free plan — —
Free trial — —
Features Ataccama ONE 4/4 · Collibra 3/4
Automated anomaly detection ✓ (best) —
Data lineage mapping ✓ ✓
Alerting integrations ✓ ✓
API access ✓ ✓
Specs
Deployment model Hybrid Hybrid
Our review
Pros
  • AI-assisted profiling suggests rules and data classifications rather than starting from a blank slate
  • Covers master data management alongside quality, which keeps "golden record" work and quality checks in sync
  • Suited to regulated industries where quality, lineage, and governance need to be provable together
  • Quality scores sit next to catalog entries, so a business user sees trust status and lineage in one place, not just engineers
  • Strong ownership and stewardship workflows for assigning who's responsible when a check fails
  • Long enterprise track record in regulated and highly governed industries
Cons
  • No published pricing; evaluating cost means starting a sales conversation
  • Combining quality, MDM, and governance in one platform is more than a team that only wants checks may need
  • A broader platform generally means a longer implementation than a single-purpose checker
  • Budgeting has to start blind, since no price list is published anywhere
  • Teams that only want technical quality checks (no catalog, no stewardship workflow) are buying more than they need
  • Rolling out the catalog and ownership model well takes real organizational effort, not just a technical install
Our verdict

Ataccama ONE's case is that data quality shouldn't live apart from governance and master data management, because a "bad record" problem and a "which record is the real one" problem are usually the same underlying issue. AI-assisted…

Read the review →

Collibra's quality features exist inside its catalog, which is the right starting point for an organization where "is this data trustworthy" needs to be answerable by a business stakeholder, not just an engineer reading a log. A quality…

Read the review →
  1. Ataccama ONEData Testing Tools 8.5Pricing on request
  2. CollibraData Testing Tools 8.1Pricing on request

Strengths and trade-offs

  • Ataccama ONE — where it wins

    • AI-assisted profiling suggests rules and data classifications rather than starting from a blank slate
    • Covers master data management alongside quality, which keeps "golden record" work and quality checks in sync
    • Suited to regulated industries where quality, lineage, and governance need to be provable together

    Where it doesn't

    • No published pricing; evaluating cost means starting a sales conversation
    • Combining quality, MDM, and governance in one platform is more than a team that only wants checks may need
    • A broader platform generally means a longer implementation than a single-purpose checker
  • Collibra — where it wins

    • Quality scores sit next to catalog entries, so a business user sees trust status and lineage in one place, not just engineers
    • Strong ownership and stewardship workflows for assigning who's responsible when a check fails
    • Long enterprise track record in regulated and highly governed industries

    Where it doesn't

    • Budgeting has to start blind, since no price list is published anywhere
    • Teams that only want technical quality checks (no catalog, no stewardship workflow) are buying more than they need
    • Rolling out the catalog and ownership model well takes real organizational effort, not just a technical install
  • Ataccama ONE8.5/10 · Pricing on request

    Puts data quality, governance, and master data management on one platform instead of three separate tools.

    Visit AtaccamaFull verdict →
  • Collibra8.1/10 · Pricing on request

    Quality checks here are a feature of the catalog, which matters most to governance-led organizations.

    Visit CollibraFull verdict →

More comparisons

Reviewed by iTechGuides Editors · Editorial team · Updated Nov 2026

Last updated · How we research and update